{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reads IMB data from Christian Haas and Melinda Webster.  There are two types of files: snow depth files that contain just snow depth and IMB files that contain air temperature, surface pressure, snow depth, ice thickness and ice temperature profiles."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import xarray as xr\n",
    "import os\n",
    "import re\n",
    "import glob\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import cartopy.crs as ccrs\n",
    "import cartopy.feature as cfeature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "diri = '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB'\n",
    "#fileList = glob.glob(os.path.join(diri,'[0-9][0-9][0-9][0-9][A-Z].csv'))\n",
    "fileList = [os.path.join(diri, re.search('\\d{4}[A-Z]+\\.csv', fn).group()) for fn in glob.glob(os.path.join(diri,'*.csv')) \n",
    "            if re.search('\\d{4}[A-Z]+\\.csv', fn) ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2005F.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2005A.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2001A.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2014I.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2013B.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2006D.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2006C.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2012J.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2007B.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2015A.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2007E.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2012D.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/1997D.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2013NOR.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2009A.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2009F.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2006B.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2014F.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2006E.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2010A.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2010F.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2004A.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/1997E.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2003C.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/1997B.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2003D.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2000A.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2012B.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2012L.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2007D.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2007C.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2011J.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2004B.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2011M.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2004E.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2011C.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/1997A.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/1997F.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2012H.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2015D.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2014B.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2013I.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2014E.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2013G.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2002A.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2010E.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2008E.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2008B.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2015B.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2012I.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2015E.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2012G.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2007H.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2003A.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2004D.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2011K.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2004C.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2012NOR.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2008C.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2008D.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2013F.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2013H.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2014D.csv', '/disks/sidads_ftp/pub/projects/SIPN/Snow_on_Seaice/in_situ/IMB/2014C.csv']\n"
     ]
    }
   ],
   "source": [
    "print (fileList)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Latitude (N)</th>\n",
       "      <th>Longitude (E)</th>\n",
       "      <th>Snow Depth (cm)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Position Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>03-Sep-2005 08:01:00</th>\n",
       "      <td>85.978</td>\n",
       "      <td>197.768</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03-Sep-2005 08:58:00</th>\n",
       "      <td>85.982</td>\n",
       "      <td>197.764</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03-Sep-2005 09:11:00</th>\n",
       "      <td>85.982</td>\n",
       "      <td>197.765</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03-Sep-2005 09:17:00</th>\n",
       "      <td>85.983</td>\n",
       "      <td>197.755</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03-Sep-2005 09:42:00</th>\n",
       "      <td>85.983</td>\n",
       "      <td>197.741</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Latitude (N)  Longitude (E)  Snow Depth (cm)\n",
       "Position Date                                                     \n",
       "03-Sep-2005 08:01:00        85.978        197.768              0.0\n",
       "03-Sep-2005 08:58:00        85.982        197.764              NaN\n",
       "03-Sep-2005 09:11:00        85.982        197.765              NaN\n",
       "03-Sep-2005 09:17:00        85.983        197.755              NaN\n",
       "03-Sep-2005 09:42:00        85.983        197.741              0.0"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(fileList[0], header=0, index_col='Position Date')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.geoaxes.GeoAxesSubplot at 0x7ff35e85da20>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff35e85dc18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(1, figsize=(10,10))\n",
    "ax = plt.subplot(1, 1, 1, projection=ccrs.NorthPolarStereo())\n",
    "\n",
    "ax.set_extent([-180.,180.,65.,90.], ccrs.PlateCarree())\n",
    "ax.coastlines()\n",
    "\n",
    "df.plot('Longitude (E)', 'Latitude (N)', ax=ax, transform=ccrs.PlateCarree())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff35e7f7978>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff35e8a15c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Snow Depth (cm)'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
